Cover Image

OmniEarth-Bench: Towards Holistic Evaluation of Earth's Six Spheres and Cross-Spheres Interactions with Multimodal Observational Earth Data

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Fengxiang, Chen, Mingshuo, He, Xuming, Zhang, Yi-Fan, Li, Yueying, Liu, Feng, Guo, Zijie, Hu, Zhenghao, Wang, Jiong, Xu, Jingyi, Li, Zhangrui, Gong, Junchao, Wang, Di, Ling, Fenghua, Fei, Ben, Li, Weijia, Lan, Long, Yang, Wenjing
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

OmniEarth: A Benchmark for Evaluating Vision-Language Models in Geospatial Tasks
by: Fu, Ronghao, et al.
Published: (2026)

Earth-Agent: Unlocking the Full Landscape of Earth Observation with Agents
by: Feng, Peilin, et al.
Published: (2025)

Semantic-Geometric Dual Compression: Training-Free Visual Token Reduction for Ultra-High-Resolution Remote Sensing Understanding
by: Li, Yueying, et al.
Published: (2026)

Earth-o1: A Grid-free Observation-native Atmospheric World Model
by: Gong, Junchao, et al.
Published: (2026)

OpenEarth-Agent: From Tool Calling to Tool Creation for Open-Environment Earth Observation
by: Zhao, Sijie, et al.
Published: (2026)

EarthNets: Empowering AI in Earth Observation
by: Xiong, Zhitong, et al.
Published: (2022)

Earth Science Foundation Models: From Perception to Reasoning and Discovery
by: Zhao, Xiangyu, et al.
Published: (2026)

EarthSE: A Benchmark for Evaluating Earth Scientific Exploration Capability of LLMs
by: Xu, Wanghan, et al.
Published: (2025)

OmniSat: Self-Supervised Modality Fusion for Earth Observation
by: Astruc, Guillaume, et al.
Published: (2024)

EarthSynth: Generating Informative Earth Observation with Diffusion Models
by: Pan, Jiancheng, et al.
Published: (2025)

EOS-Bench: A Comprehensive Benchmark for Earth Observation Satellite Scheduling
by: Yin, Qian, et al.
Published: (2026)

Construction of Earth Observation Knowledge Hub Based on Knowledge Graph
by: Kuangsheng Cai, et al.
Published: (2024)

Towards Realistic Earth-Observation Constellation Scheduling: Benchmark and Methodology
by: Wang, Luting, et al.
Published: (2025)

EarthPT: a time series foundation model for Earth Observation
by: Smith, Michael J., et al.
Published: (2023)

EarthDial: Turning Multi-sensory Earth Observations to Interactive Dialogues
by: Soni, Sagar, et al.
Published: (2024)

OlmoEarth: Stable Latent Image Modeling for Multimodal Earth Observation
by: Herzog, Henry, et al.
Published: (2025)

EarthSpatialBench: Benchmarking Spatial Reasoning Capabilities of Multimodal LLMs on Earth Imagery
by: Xu, Zelin, et al.
Published: (2026)

Responsible AI for Earth Observation
by: Ghamisi, Pedram, et al.
Published: (2024)

SynWeather: Weather Observation Data Synthesis across Multiple Regions and Variables via a General Diffusion Transformer
by: Xu, Kaiyi, et al.
Published: (2025)

Some Observations on Outer Space from Earth and Some Observations on Earth from Outer Space
by: Sylvia Ospina
Published: (2014)

SpectralEarth-FM: Bringing Hyperspectral Imagery into Multimodal Earth Observation Pretraining
by: Braham, Nassim Ait Ali, et al.
Published: (2026)

Energy-Efficient Data Offloading for Earth Observation Satellite Networks
by: He, Lijun, et al.
Published: (2024)

ChronoEarth-492K: A Large Scale and Long Horizon Spatiotemporal Hyperspectral Earth Observation Dataset and Benchmark
by: Si, Haozhe, et al.
Published: (2026)

OrbitChain: Orchestrating In-orbit Real-time Analytics of Earth Observation Data
by: Li, Zhouyu, et al.
Published: (2025)

Observation of a Knotted Electron Diffusion Region in Earth's Magnetotail Reconnection
by: Li, Xinmin, et al.
Published: (2025)

Earth Observation Open Science and Innovation
Published: (2018)

On the Generalization of Representation Uncertainty in Earth Observation
by: Kondylatos, Spyros, et al.
Published: (2025)

Towards LLM Agents for Earth Observation
by: Kao, Chia Hsiang, et al.
Published: (2025)

Earth Observation Open Science and Innovation
by: Pierre-Philippe Mathieu

RemoteSAM: Towards Segment Anything for Earth Observation
by: Yao, Liang, et al.
Published: (2025)

Millicharged Condensates on Earth
by: Berlin, Asher, et al.
Published: (2024)

GeoNDC: A Queryable Neural Data Cube for Planetary-Scale Earth Observation
by: Qi, Jianbo, et al.
Published: (2026)

Super-Earths and Earth-like Exoplanets
by: Lichtenberg, Tim, et al.
Published: (2024)

XLRS-Bench: Could Your Multimodal LLMs Understand Extremely Large Ultra-High-Resolution Remote Sensing Imagery?
by: Wang, Fengxiang, et al.
Published: (2025)

GeoLLaVA-8K: Scaling Remote-Sensing Multimodal Large Language Models to 8K Resolution
by: Wang, Fengxiang, et al.
Published: (2025)

REOBench: Benchmarking Robustness of Earth Observation Foundation Models
by: Li, Xiang, et al.
Published: (2025)

EO-Gym: A Multimodal, Interactive Environment for Earth Observation Agents
by: Ma, Sai, et al.
Published: (2026)

NeuCo-Bench: A Novel Benchmark Framework for Neural Embeddings in Earth Observation
by: Vinge, Rikard, et al.
Published: (2025)

Earths are not Super-Earths, Saturns are not Jupiters: Imprints of pressure-bump planet formation on planetary architectures
by: Xu, Wenrui, et al.
Published: (2024)

Harnessing Earth Observation and Machine Learning for Sustainable Development Goals
by: Touqeer Abbas, et al.
Published: (2025)